Data Profile

Dataset statistics

Number of variables	25
Number of observations	1223203
Missing cells	17751
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	759.0 MiB
Average record size in memory	650.7 B

Variable types

Text	5
Numeric	15
DateTime	2
Boolean	1
Categorical	2

Alerts

`energy` is highly overall correlated with `loudness`	High correlation
`loudness` is highly overall correlated with `energy`	High correlation
`tempo` is highly overall correlated with `time_signature`	High correlation
`time_signature` is highly overall correlated with `tempo`	High correlation
`time_signature` is highly imbalanced (76.1%)	Imbalance
`country` has 16607 (1.4%) missing values	Missing
`daily_movement` has 317147 (25.9%) zeros	Zeros
`weekly_movement` has 138892 (11.4%) zeros	Zeros
`key` has 105243 (8.6%) zeros	Zeros
`instrumentalness` has 589443 (48.2%) zeros	Zeros

Reproduction

Analysis started	2024-09-24 17:40:27.907066
Analysis finished	2024-09-24 17:44:08.765697
Duration	3 minutes and 40.86 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

spotify_id
Text

Distinct	15142
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	92.2 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	26910466
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2975 ?
Unique (%)	0.2%

Sample

1st row	2plbrEY59IikOBgBGLjaoe
2nd row	6dOtVTDdiauQNBQEDOtlAB
3rd row	5G2f63n7IPVPPjfNIGih7Q
4th row	7tI8dRuH2Yc6RuoTjxo4dU
5th row	2qSkIjg1o9h3YT9RAgYN75

Value	Count	Frequency (%)
3rugc1vupkdg9czfhmur1t	8461	0.7%
17phhzdn6ogtzme56nuwvj	7622	0.6%
2qskijg1o9h3yt9ragyn75	7448	0.6%
1bxfupkguatgp7am0bbdwr	6452	0.5%
6dotvtddiauqnbqedotlab	6116	0.5%
6xjdf6nds4de2bbbagzol6	5910	0.5%
3xkhsmpqcbmytmjnidf3ii	5659	0.5%
5rqssdztnpx1uzkmlhcfvk	5654	0.5%
7iqxytyug13aoehxgg28nh	5510	0.5%
7bywjhoc0wsjggbj04xbvi	5367	0.4%
Other values (15132)	1159004	94.8%

Most occurring characters

Value	Count	Frequency (%)
1	626908	2.3%
0	591197	2.2%
3	581624	2.2%
5	564989	2.1%
7	557864	2.1%
2	541096	2.0%
4	536787	2.0%
6	531024	2.0%
j	473809	1.8%
Q	464521	1.7%
Other values (52)	21440647	79.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	10797830	40.1%
Lowercase Letter	10782958	40.1%
Decimal Number	5329678	19.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
j	473809	4.4%
m	454031	4.2%
t	453315	4.2%
b	433523	4.0%
o	430239	4.0%
u	429750	4.0%
p	427237	4.0%
y	426542	4.0%
i	426096	4.0%
d	422376	3.9%
Other values (16)	6406040	59.4%

Uppercase Letter

Value	Count	Frequency (%)
Q	464521	4.3%
C	444762	4.1%
D	435827	4.0%
F	434607	4.0%
R	433556	4.0%
I	431989	4.0%
H	430811	4.0%
Z	430189	4.0%
N	428825	4.0%
B	428465	4.0%
Other values (16)	6434278	59.6%

Decimal Number

Value	Count	Frequency (%)
1	626908	11.8%
0	591197	11.1%
3	581624	10.9%
5	564989	10.6%
7	557864	10.5%
2	541096	10.2%
4	536787	10.1%
6	531024	10.0%
8	404121	7.6%
9	394068	7.4%

Most occurring scripts

Value	Count	Frequency (%)
Latin	21580788	80.2%
Common	5329678	19.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
j	473809	2.2%
Q	464521	2.2%
m	454031	2.1%
t	453315	2.1%
C	444762	2.1%
D	435827	2.0%
F	434607	2.0%
R	433556	2.0%
b	433523	2.0%
I	431989	2.0%
Other values (42)	17120848	79.3%

Common

Value	Count	Frequency (%)
1	626908	11.8%
0	591197	11.1%
3	581624	10.9%
5	564989	10.6%
7	557864	10.5%
2	541096	10.2%
4	536787	10.1%
6	531024	10.0%
8	404121	7.6%
9	394068	7.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26910466	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	626908	2.3%
0	591197	2.2%
3	581624	2.2%
5	564989	2.1%
7	557864	2.1%
2	541096	2.0%
4	536787	2.0%
6	531024	2.0%
j	473809	1.8%
Q	464521	1.7%
Other values (52)	21440647	79.7%

name
Text

Distinct	13652
Distinct (%)	1.1%
Missing	27
Missing (%)	< 0.1%
Memory size	94.5 MiB

Length

Max length	286
Median length	107
Mean length	14.352787
Min length	1

Characters and Unicode

Total characters	17555984
Distinct characters	1218
Distinct categories	21 ?
Distinct scripts	18 ?
Distinct blocks	26 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2656 ?
Unique (%)	0.2%

Sample

1st row	Die With A Smile
2nd row	BIRDS OF A FEATHER
3rd row	Taste
4th row	Who
5th row	Espresso

Value	Count	Frequency (%)
	88826	2.7%
feat	72492	2.2%
the	56726	1.7%
la	33182	1.0%
me	31738	1.0%
i	28120	0.9%
of	25611	0.8%
you	25337	0.8%
love	25230	0.8%
with	24155	0.7%
Other values (16779)	2855808	87.4%

Most occurring characters

Value	Count	Frequency (%)
	2044049	11.6%
e	1190208	6.8%
a	1103106	6.3%
i	812448	4.6%
o	792271	4.5%
n	687800	3.9%
t	651996	3.7%
r	599378	3.4%
l	477901	2.7%
s	470613	2.7%
Other values (1208)	8726214	49.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9772981	55.7%
Uppercase Letter	4365443	24.9%
Space Separator	2044049	11.6%
Other Letter	561263	3.2%
Other Punctuation	275603	1.6%
Close Punctuation	155239	0.9%
Open Punctuation	154904	0.9%
Decimal Number	126070	0.7%
Dash Punctuation	60211	0.3%
Nonspacing Mark	21036	0.1%
Other values (11)	19185	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	33350	5.9%
ي	29357	5.2%
ل	19007	3.4%
م	16379	2.9%
ن	15052	2.7%
י	15009	2.7%
ו	13394	2.4%
و	12791	2.3%
ب	11188	2.0%
ت	9632	1.7%
Other values (761)	386104	68.8%

Lowercase Letter

Value	Count	Frequency (%)
e	1190208	12.2%
a	1103106	11.3%
i	812448	8.3%
o	792271	8.1%
n	687800	7.0%
t	651996	6.7%
r	599378	6.1%
l	477901	4.9%
s	470613	4.8%
u	346007	3.5%
Other values (181)	2641253	27.0%

Uppercase Letter

Value	Count	Frequency (%)
A	383572	8.8%
S	333041	7.6%
L	290905	6.7%
E	288372	6.6%
T	257025	5.9%
M	238263	5.5%
O	235739	5.4%
N	230930	5.3%
R	224354	5.1%
I	220092	5.0%
Other values (137)	1663150	38.1%

Other Punctuation

Value	Count	Frequency (%)
.	105486	38.3%
'	41059	14.9%
,	33693	12.2%
"	24278	8.8%
&	22867	8.3%
!	16168	5.9%
?	14842	5.4%
:	5374	1.9%
/	4250	1.5%
#	3798	1.4%
Other values (16)	3788	1.4%

Nonspacing Mark

Value	Count	Frequency (%)
่	5169	24.6%
ั	3949	18.8%
้	3413	16.2%
ี	3245	15.4%
ิ	1762	8.4%
ู	934	4.4%
ื	687	3.3%
์	554	2.6%
ึ	355	1.7%
็	271	1.3%
Other values (9)	697	3.3%

Other Symbol

Value	Count	Frequency (%)
⚽	56	14.0%
🇩	50	12.5%
🇪	50	12.5%
®	42	10.5%
♡	40	10.0%
💤	37	9.3%
☥	24	6.0%
🍸	19	4.8%
💀	17	4.3%
🦚	16	4.0%
Other values (9)	48	12.0%

Decimal Number

Value	Count	Frequency (%)
0	29893	23.7%
1	28118	22.3%
2	19157	15.2%
3	14347	11.4%
4	9046	7.2%
5	8995	7.1%
9	5626	4.5%
8	4572	3.6%
7	4074	3.2%
6	2242	1.8%

Math Symbol

Value	Count	Frequency (%)
\|	4393	59.1%
+	1667	22.4%
⧸	798	10.7%
<	482	6.5%
>	73	1.0%
=	9	0.1%
∞	7	0.1%
≠	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	150519	97.2%
[	3245	2.1%
《	972	0.6%
（	78	0.1%
„	69	< 0.1%
【	21	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	150923	97.2%
]	3245	2.1%
》	972	0.6%
）	78	0.1%
】	21	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	60167	99.9%
–	44	0.1%

Final Punctuation

Value	Count	Frequency (%)
’	4251	92.1%
”	363	7.9%

Currency Symbol

Value	Count	Frequency (%)
$	3009	99.3%
€	20	0.7%

Modifier Letter

Value	Count	Frequency (%)
ー	1239	98.2%
々	23	1.8%

Initial Punctuation

Value	Count	Frequency (%)
“	328	65.2%
‘	175	34.8%

Space Separator

Value	Count	Frequency (%)
	2044049	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1653	100.0%

Format

Value	Count	Frequency (%)
‏	198	100.0%

Modifier Symbol

Value	Count	Frequency (%)
´	61	100.0%

Other Number

Value	Count	Frequency (%)
൵	21	100.0%

Enclosing Mark

Value	Count	Frequency (%)
⃣	15	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13819748	78.7%
Common	2835199	16.1%
Cyrillic	318537	1.8%
Arabic	225357	1.3%
Hebrew	118325	0.7%
Thai	107967	0.6%
Han	98713	0.6%
Katakana	21100	0.1%
Hiragana	10119	0.1%
Inherited	446	< 0.1%
Other values (8)	473	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
你	2606	2.6%
的	2003	2.0%
我	1617	1.6%
曲	1553	1.6%
一	1326	1.3%
字	1178	1.2%
句	1164	1.2%
是	1141	1.2%
不	1037	1.1%
有	1032	1.0%
Other values (552)	84056	85.2%

Latin

Value	Count	Frequency (%)
e	1190208	8.6%
a	1103106	8.0%
i	812448	5.9%
o	792271	5.7%
n	687800	5.0%
t	651996	4.7%
r	599378	4.3%
l	477901	3.5%
s	470613	3.4%
A	383572	2.8%
Other values (230)	6650455	48.1%

Common

Value	Count	Frequency (%)
	2044049	72.1%
)	150923	5.3%
(	150519	5.3%
.	105486	3.7%
-	60167	2.1%
'	41059	1.4%
,	33693	1.2%
0	29893	1.1%
1	28118	1.0%
"	24278	0.9%
Other values (74)	167014	5.9%

Cyrillic

Value	Count	Frequency (%)
а	29274	9.2%
о	23616	7.4%
е	23484	7.4%
и	17832	5.6%
т	17698	5.6%
н	13423	4.2%
л	13122	4.1%
р	13120	4.1%
с	9809	3.1%
к	9411	3.0%
Other values (62)	147748	46.4%

Katakana

Value	Count	Frequency (%)
ラ	1742	8.3%
ン	1601	7.6%
ル	1567	7.4%
イ	1468	7.0%
ス	1046	5.0%
ド	1044	4.9%
ア	748	3.5%
ク	689	3.3%
ム	680	3.2%
セ	674	3.2%
Other values (46)	9841	46.6%

Thai

Value	Count	Frequency (%)
า	7235	6.7%
น	6194	5.7%
อ	5641	5.2%
ล	5265	4.9%
่	5169	4.8%
เ	4895	4.5%
ก	4826	4.5%
ง	4382	4.1%
ร	4234	3.9%
ั	3949	3.7%
Other values (45)	56177	52.0%

Arabic

Value	Count	Frequency (%)
ا	33350	14.8%
ي	29357	13.0%
ل	19007	8.4%
م	16379	7.3%
ن	15052	6.7%
و	12791	5.7%
ب	11188	5.0%
ت	9632	4.3%
ر	9135	4.1%
ع	7339	3.3%
Other values (24)	62127	27.6%

Hiragana

Value	Count	Frequency (%)
の	973	9.6%
い	872	8.6%
に	724	7.2%
な	677	6.7%
た	530	5.2%
さ	480	4.7%
と	462	4.6%
ん	461	4.6%
し	404	4.0%
か	402	4.0%
Other values (24)	4134	40.9%

Hebrew

Value	Count	Frequency (%)
י	15009	12.7%
ו	13394	11.3%
ה	8529	7.2%
א	8340	7.0%
ל	7930	6.7%
ת	7013	5.9%
ב	6909	5.8%
ר	6386	5.4%
מ	5003	4.2%
ש	4321	3.7%
Other values (17)	35491	30.0%

Greek

Value	Count	Frequency (%)
Λ	53	21.3%
σ	20	8.0%
τ	15	6.0%
Ν	12	4.8%
Α	12	4.8%
ν	10	4.0%
ε	10	4.0%
ι	10	4.0%
ό	10	4.0%
π	10	4.0%
Other values (16)	87	34.9%

Hangul

Value	Count	Frequency (%)
윤	52	29.5%
허	52	29.5%
진	52	29.5%
별	12	6.8%
예	1	0.6%
뻤	1	0.6%
어	1	0.6%
녹	1	0.6%
요	1	0.6%
려	1	0.6%
Other values (2)	2	1.1%

Inherited

Value	Count	Frequency (%)
ّ	185	41.5%
ِ	146	32.7%
️	85	19.1%
⃣	15	3.4%
̄	10	2.2%
̧	3	0.7%
ً	1	0.2%
̌	1	0.2%

Tibetan

Value	Count	Frequency (%)
࿓	1	33.3%
༊	1	33.3%
࿔	1	33.3%

Malayalam

Value	Count	Frequency (%)
൵	21	100.0%

Bengali

Value	Count	Frequency (%)
ঌ	9	100.0%

Coptic

Value	Count	Frequency (%)
Ⳣ	7	100.0%

Batak

Value	Count	Frequency (%)
ᯤ	7	100.0%

Balinese

Value	Count	Frequency (%)
ᭆ	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16450714	93.7%
Cyrillic	318537	1.8%
Arabic	225942	1.3%
None	180607	1.0%
Hebrew	118325	0.7%
Thai	107967	0.6%
CJK	98690	0.6%
Katakana	22339	0.1%
Latin Ext Additional	16540	0.1%
Hiragana	10119	0.1%
Other values (16)	6204	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2044049	12.4%
e	1190208	7.2%
a	1103106	6.7%
i	812448	4.9%
o	792271	4.8%
n	687800	4.2%
t	651996	4.0%
r	599378	3.6%
l	477901	2.9%
s	470613	2.9%
Other values (79)	7620944	46.3%

Arabic

Value	Count	Frequency (%)
ا	33350	14.8%
ي	29357	13.0%
ل	19007	8.4%
م	16379	7.2%
ن	15052	6.7%
و	12791	5.7%
ب	11188	5.0%
ت	9632	4.3%
ر	9135	4.0%
ع	7339	3.2%
Other values (29)	62712	27.8%

Cyrillic

Value	Count	Frequency (%)
а	29274	9.2%
о	23616	7.4%
е	23484	7.4%
и	17832	5.6%
т	17698	5.6%
н	13423	4.2%
л	13122	4.1%
р	13120	4.1%
с	9809	3.1%
к	9411	3.0%
Other values (62)	147748	46.4%

None

Value	Count	Frequency (%)
é	15042	8.3%
á	14741	8.2%
í	10882	6.0%
ó	10503	5.8%
ä	8513	4.7%
ú	8071	4.5%
Ó	7861	4.4%
ı	6727	3.7%
Í	6182	3.4%
ü	4857	2.7%
Other values (173)	87228	48.3%

Hebrew

Value	Count	Frequency (%)
י	15009	12.7%
ו	13394	11.3%
ה	8529	7.2%
א	8340	7.0%
ל	7930	6.7%
ת	7013	5.9%
ב	6909	5.8%
ר	6386	5.4%
מ	5003	4.2%
ש	4321	3.7%
Other values (17)	35491	30.0%

Thai

Value	Count	Frequency (%)
า	7235	6.7%
น	6194	5.7%
อ	5641	5.2%
ล	5265	4.9%
่	5169	4.8%
เ	4895	4.5%
ก	4826	4.5%
ง	4382	4.1%
ร	4234	3.9%
ั	3949	3.7%
Other values (45)	56177	52.0%

Punctuation

Value	Count	Frequency (%)
’	4251	75.8%
”	363	6.5%
“	328	5.8%
‏	198	3.5%
…	176	3.1%
‘	175	3.1%
„	69	1.2%
–	44	0.8%
‼	5	0.1%

CJK

Value	Count	Frequency (%)
你	2606	2.6%
的	2003	2.0%
我	1617	1.6%
曲	1553	1.6%
一	1326	1.3%
字	1178	1.2%
句	1164	1.2%
是	1141	1.2%
不	1037	1.1%
有	1032	1.0%
Other values (551)	84033	85.1%

Katakana

Value	Count	Frequency (%)
ラ	1742	7.8%
ン	1601	7.2%
ル	1567	7.0%
イ	1468	6.6%
ー	1239	5.5%
ス	1046	4.7%
ド	1044	4.7%
ア	748	3.3%
ク	689	3.1%
ム	680	3.0%
Other values (47)	10515	47.1%

Latin Ext Additional

Value	Count	Frequency (%)
ộ	1265	7.6%
ờ	1192	7.2%
ế	1119	6.8%
ừ	971	5.9%
ạ	894	5.4%
ệ	893	5.4%
ủ	831	5.0%
ồ	760	4.6%
ắ	734	4.4%
ề	597	3.6%
Other values (45)	7284	44.0%

Hiragana

Value	Count	Frequency (%)
の	973	9.6%
い	872	8.6%
に	724	7.2%
な	677	6.7%
た	530	5.2%
さ	480	4.7%
と	462	4.6%
ん	461	4.6%
し	404	4.0%
か	402	4.0%
Other values (24)	4134	40.9%

VS

Value	Count	Frequency (%)
️	85	100.0%

Misc Symbols

Value	Count	Frequency (%)
⚽	56	42.1%
♡	40	30.1%
☥	24	18.0%
★	12	9.0%
⚮	1	0.8%

Hangul

Value	Count	Frequency (%)
윤	52	29.5%
허	52	29.5%
진	52	29.5%
별	12	6.8%
예	1	0.6%
뻤	1	0.6%
어	1	0.6%
녹	1	0.6%
요	1	0.6%
려	1	0.6%
Other values (2)	2	1.1%

Enclosed Alphanum Sup

Value	Count	Frequency (%)
🇩	50	50.0%
🇪	50	50.0%

Malayalam

Value	Count	Frequency (%)
൵	21	100.0%

Currency Symbols

Value	Count	Frequency (%)
€	20	100.0%

Diacriticals

Value	Count	Frequency (%)
̄	10	71.4%
̧	3	21.4%
̌	1	7.1%

Dingbats

Value	Count	Frequency (%)
❤	9	90.0%
✣	1	10.0%

Bengali

Value	Count	Frequency (%)
ঌ	9	100.0%

Math Operators

Value	Count	Frequency (%)
∞	7	87.5%
≠	1	12.5%

Coptic

Value	Count	Frequency (%)
Ⳣ	7	100.0%

Batak

Value	Count	Frequency (%)
ᯤ	7	100.0%

Tibetan

Value	Count	Frequency (%)
࿓	1	33.3%
༊	1	33.3%
࿔	1	33.3%

Misc Technical

Value	Count	Frequency (%)
⏀	1	100.0%

Balinese

Value	Count	Frequency (%)
ᭆ	1	100.0%

artists
Text

Distinct	9043
Distinct (%)	0.7%
Missing	27
Missing (%)	< 0.1%
Memory size	90.5 MiB

Length

Max length	284
Median length	109
Mean length	15.932132
Min length	1

Characters and Unicode

Total characters	19487801
Distinct characters	503
Distinct categories	15 ?
Distinct scripts	11 ?
Distinct blocks	14 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1564 ?
Unique (%)	0.1%

Sample

1st row	Lady Gaga, Bruno Mars
2nd row	Billie Eilish
3rd row	Sabrina Carpenter
4th row	Jimin
5th row	Sabrina Carpenter

Value	Count	Frequency (%)
feid	37175	1.1%
the	31656	1.0%
bad	27930	0.9%
bunny	27024	0.8%
g	23535	0.7%
swift	21562	0.7%
taylor	21094	0.6%
karol	20916	0.6%
mc	20642	0.6%
young	19522	0.6%
Other values (10956)	3003861	92.3%

Most occurring characters

Value	Count	Frequency (%)
	2031999	10.4%
a	1663962	8.5%
e	1299824	6.7%
i	1115774	5.7%
o	988285	5.1%
n	978885	5.0%
r	900972	4.6%
,	740567	3.8%
l	703601	3.6%
s	533464	2.7%
Other values (493)	8530468	43.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12198708	62.6%
Uppercase Letter	4246069	21.8%
Space Separator	2031999	10.4%
Other Punctuation	793497	4.1%
Other Letter	87859	0.5%
Decimal Number	77530	0.4%
Dash Punctuation	23621	0.1%
Currency Symbol	19104	0.1%
Nonspacing Mark	3106	< 0.1%
Open Punctuation	2309	< 0.1%
Other values (5)	3999	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ו	4255	4.8%
ש	4125	4.7%
م	2976	3.4%
א	2752	3.1%
י	2610	3.0%
س	2471	2.8%
ל	2159	2.5%
張	2146	2.4%
賦	2090	2.4%
天	2090	2.4%
Other values (226)	60185	68.5%

Lowercase Letter

Value	Count	Frequency (%)
a	1663962	13.6%
e	1299824	10.7%
i	1115774	9.1%
o	988285	8.1%
n	978885	8.0%
r	900972	7.4%
l	703601	5.8%
s	533464	4.4%
t	483206	4.0%
u	460227	3.8%
Other values (123)	3070508	25.2%

Uppercase Letter

Value	Count	Frequency (%)
M	340160	8.0%
A	306511	7.2%
B	294046	6.9%
S	285592	6.7%
T	263762	6.2%
L	248184	5.8%
R	221130	5.2%
C	210035	4.9%
E	200770	4.7%
D	198524	4.7%
Other values (78)	1677355	39.5%

Other Punctuation

Value	Count	Frequency (%)
,	740567	93.3%
.	20188	2.5%
&	18681	2.4%
'	4795	0.6%
!	3244	0.4%
:	2266	0.3%
*	1297	0.2%
"	1026	0.1%
/	899	0.1%
@	529	0.1%
Other values (2)	5	< 0.1%

Decimal Number

Value	Count	Frequency (%)
2	17224	22.2%
1	14386	18.6%
5	7540	9.7%
0	7448	9.6%
4	7253	9.4%
7	6317	8.1%
6	5250	6.8%
3	5146	6.6%
9	3687	4.8%
8	3279	4.2%

Nonspacing Mark

Value	Count	Frequency (%)
ُ	822	26.5%
ِ	822	26.5%
ี	346	11.1%
ั	345	11.1%
์	285	9.2%
ิ	213	6.9%
้	112	3.6%
ุ	112	3.6%
๊	31	1.0%
́	18	0.6%

Currency Symbol

Value	Count	Frequency (%)
$	15468	81.0%
¥	3635	19.0%
£	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	2303	99.7%
[	6	0.3%

Close Punctuation

Value	Count	Frequency (%)
)	2303	99.7%
]	6	0.3%

Math Symbol

Value	Count	Frequency (%)
+	311	98.1%
⋆	6	1.9%

Space Separator

Value	Count	Frequency (%)
	2031999	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	23621	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1302	100.0%

Other Symbol

Value	Count	Frequency (%)
®	42	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	29	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16385377	84.1%
Common	2952059	15.1%
Cyrillic	58480	0.3%
Han	38697	0.2%
Hebrew	26723	0.1%
Arabic	15701	0.1%
Thai	5224	< 0.1%
Katakana	2832	< 0.1%
Inherited	1662	< 0.1%
Cherokee	920	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	1663962	10.2%
e	1299824	7.9%
i	1115774	6.8%
o	988285	6.0%
n	978885	6.0%
r	900972	5.5%
l	703601	4.3%
s	533464	3.3%
t	483206	2.9%
u	460227	2.8%
Other values (145)	7257177	44.3%

Han

Value	Count	Frequency (%)
張	2146	5.5%
賦	2090	5.4%
天	2090	5.4%
陳	2071	5.4%
賢	1819	4.7%
卓	1819	4.7%
瀚	1755	4.5%
霆	1699	4.4%
盧	1699	4.4%
卢	1164	3.0%
Other values (138)	20345	52.6%

Cyrillic

Value	Count	Frequency (%)
а	4048	6.9%
о	3265	5.6%
и	3194	5.5%
л	2842	4.9%
Т	2574	4.4%
К	2148	3.7%
р	2132	3.6%
к	2105	3.6%
н	2085	3.6%
Р	1995	3.4%
Other values (51)	32092	54.9%

Common

Value	Count	Frequency (%)
	2031999	68.8%
,	740567	25.1%
-	23621	0.8%
.	20188	0.7%
&	18681	0.6%
2	17224	0.6%
$	15468	0.5%
1	14386	0.5%
5	7540	0.3%
0	7448	0.3%
Other values (26)	54937	1.9%

Thai

Value	Count	Frequency (%)
ร	517	9.9%
น	440	8.4%
ม	367	7.0%
ย	366	7.0%
ี	346	6.6%
ั	345	6.6%
ส	285	5.5%
ว	285	5.5%
์	285	5.5%
อ	253	4.8%
Other values (20)	1735	33.2%

Hebrew

Value	Count	Frequency (%)
ו	4255	15.9%
ש	4125	15.4%
א	2752	10.3%
י	2610	9.8%
ל	2159	8.1%
ר	1724	6.5%
ן	1596	6.0%
ב	1528	5.7%
ם	1202	4.5%
פ	1201	4.5%
Other values (16)	3571	13.4%

Arabic

Value	Count	Frequency (%)
م	2976	19.0%
س	2471	15.7%
ا	1763	11.2%
ر	1308	8.3%
ل	1293	8.2%
و	864	5.5%
ك	703	4.5%
د	661	4.2%
ي	652	4.2%
ب	518	3.3%
Other values (15)	2492	15.9%

Hangul

Value	Count	Frequency (%)
드	24	19.0%
뷰	24	19.0%
티	24	19.0%
풀	24	19.0%
너	24	19.0%
기	2	1.6%
레	2	1.6%
다	2	1.6%

Katakana

Value	Count	Frequency (%)
ル	708	25.0%
シ	708	25.0%
カ	581	20.5%
ヨ	581	20.5%
ィ	127	4.5%
マ	127	4.5%

Cherokee

Value	Count	Frequency (%)
Ꮯ	184	20.0%
Ꭺ	184	20.0%
Ꮲ	184	20.0%
Ꭼ	184	20.0%
Ꮢ	184	20.0%

Inherited

Value	Count	Frequency (%)
ُ	822	49.5%
ِ	822	49.5%
́	18	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19237066	98.7%
None	97192	0.5%
Cyrillic	58480	0.3%
CJK	38697	0.2%
Hebrew	26723	0.1%
Arabic	17345	0.1%
Thai	5224	< 0.1%
Latin Ext Additional	3143	< 0.1%
Katakana	2832	< 0.1%
Cherokee	920	< 0.1%
Other values (4)	179	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2031999	10.6%
a	1663962	8.6%
e	1299824	6.8%
i	1115774	5.8%
o	988285	5.1%
n	978885	5.1%
r	900972	4.7%
,	740567	3.8%
l	703601	3.7%
s	533464	2.8%
Other values (73)	8279733	43.0%

None

Value	Count	Frequency (%)
é	11837	12.2%
á	8371	8.6%
ö	8177	8.4%
ó	7653	7.9%
í	7362	7.6%
ñ	6970	7.2%
¥	3635	3.7%
Á	3622	3.7%
ë	3297	3.4%
ü	2927	3.0%
Other values (77)	33341	34.3%

Hebrew

Value	Count	Frequency (%)
ו	4255	15.9%
ש	4125	15.4%
א	2752	10.3%
י	2610	9.8%
ל	2159	8.1%
ר	1724	6.5%
ן	1596	6.0%
ב	1528	5.7%
ם	1202	4.5%
פ	1201	4.5%
Other values (16)	3571	13.4%

Cyrillic

Value	Count	Frequency (%)
а	4048	6.9%
о	3265	5.6%
и	3194	5.5%
л	2842	4.9%
Т	2574	4.4%
К	2148	3.7%
р	2132	3.6%
к	2105	3.6%
н	2085	3.6%
Р	1995	3.4%
Other values (51)	32092	54.9%

Arabic

Value	Count	Frequency (%)
م	2976	17.2%
س	2471	14.2%
ا	1763	10.2%
ر	1308	7.5%
ل	1293	7.5%
و	864	5.0%
ُ	822	4.7%
ِ	822	4.7%
ك	703	4.1%
د	661	3.8%
Other values (17)	3662	21.1%

CJK

Value	Count	Frequency (%)
張	2146	5.5%
賦	2090	5.4%
天	2090	5.4%
陳	2071	5.4%
賢	1819	4.7%
卓	1819	4.7%
瀚	1755	4.5%
霆	1699	4.4%
盧	1699	4.4%
卢	1164	3.0%
Other values (138)	20345	52.6%

Katakana

Value	Count	Frequency (%)
ル	708	25.0%
シ	708	25.0%
カ	581	20.5%
ヨ	581	20.5%
ィ	127	4.5%
マ	127	4.5%

Thai

Value	Count	Frequency (%)
ร	517	9.9%
น	440	8.4%
ม	367	7.0%
ย	366	7.0%
ี	346	6.6%
ั	345	6.6%
ส	285	5.5%
ว	285	5.5%
์	285	5.5%
อ	253	4.8%
Other values (20)	1735	33.2%

Latin Ext Additional

Value	Count	Frequency (%)
ộ	512	16.3%
ầ	437	13.9%
ứ	329	10.5%
ắ	326	10.4%
ề	267	8.5%
ờ	251	8.0%
ậ	196	6.2%
ụ	196	6.2%
ọ	172	5.5%
ả	155	4.9%
Other values (9)	302	9.6%

Cherokee

Value	Count	Frequency (%)
Ꮯ	184	20.0%
Ꭺ	184	20.0%
Ꮲ	184	20.0%
Ꭼ	184	20.0%
Ꮢ	184	20.0%

Punctuation

Value	Count	Frequency (%)
’	29	100.0%

Hangul

Value	Count	Frequency (%)
드	24	19.0%
뷰	24	19.0%
티	24	19.0%
풀	24	19.0%
너	24	19.0%
기	2	1.6%
레	2	1.6%
다	2	1.6%

Diacriticals

Value	Count	Frequency (%)
́	18	100.0%

Math Operators

Value	Count	Frequency (%)
⋆	6	100.0%

daily_rank
Real number (ℝ)

Distinct	50
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.490639

Minimum	1
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	13
median	25
Q3	38
95-th percentile	48
Maximum	50
Range	49
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	14.428645
Coefficient of variation (CV)	0.566037
Kurtosis	-1.2005479
Mean	25.490639
Median Absolute Deviation (MAD)	12
Skewness	0.00063769167
Sum	31180226
Variance	208.18579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	24501	2.0%
25	24498	2.0%
32	24486	2.0%
29	24485	2.0%
14	24485	2.0%
28	24485	2.0%
17	24483	2.0%
24	24482	2.0%
10	24482	2.0%
21	24481	2.0%
Other values (40)	978335	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	24501	2.0%
2	24473	2.0%
3	24479	2.0%
4	24478	2.0%
5	24476	2.0%
6	24481	2.0%
7	24474	2.0%
8	24476	2.0%
9	24479	2.0%
10	24482	2.0%

Value	Count	Frequency (%)
50	24442	2.0%
49	24425	2.0%
48	24406	2.0%
47	24404	2.0%
46	24419	2.0%
45	24423	2.0%
44	24437	2.0%
43	24418	2.0%
42	24452	2.0%
41	24471	2.0%

daily_movement
Real number (ℝ)

ZEROS

Distinct	99
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.77075024

Minimum	-49
Maximum	49
Zeros	317147
Zeros (%)	25.9%
Negative	439415
Negative (%)	35.9%
Memory size	9.3 MiB

Quantile statistics

Minimum	-49
5-th percentile	-6
Q1	-1
median	0
Q3	2
95-th percentile	9
Maximum	49
Range	98
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	6.6152135
Coefficient of variation (CV)	8.5828238
Kurtosis	18.042696
Mean	0.77075024
Median Absolute Deviation (MAD)	2
Skewness	3.0390031
Sum	942784
Variance	43.761049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	317147	25.9%
-1	147561	12.1%
1	144269	11.8%
-2	90842	7.4%
2	88315	7.2%
-3	58516	4.8%
3	57628	4.7%
-4	38917	3.2%
4	38889	3.2%
5	26936	2.2%
Other values (89)	214183	17.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-49	4	< 0.1%
-48	2	< 0.1%
-47	1	< 0.1%
-46	1	< 0.1%
-45	2	< 0.1%
-44	4	< 0.1%
-43	9	< 0.1%
-42	9	< 0.1%
-41	7	< 0.1%
-40	8	< 0.1%

Value	Count	Frequency (%)
49	978	0.1%
48	791	0.1%
47	797	0.1%
46	758	0.1%
45	752	0.1%
44	779	0.1%
43	768	0.1%
42	788	0.1%
41	805	0.1%
40	775	0.1%

weekly_movement
Real number (ℝ)

ZEROS

Distinct	99
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.466508

Minimum	-49
Maximum	49
Zeros	138892
Zeros (%)	11.4%
Negative	531407
Negative (%)	43.4%
Memory size	9.3 MiB

Quantile statistics

Minimum	-49
5-th percentile	-11
Q1	-3
median	0
Q3	5
95-th percentile	30
Maximum	49
Range	98
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	11.752223
Coefficient of variation (CV)	4.7647213
Kurtosis	3.8681089
Mean	2.466508
Median Absolute Deviation (MAD)	4
Skewness	1.6108103
Sum	3017040
Variance	138.11475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	138892	11.4%
-1	100179	8.2%
1	89508	7.3%
-2	80381	6.6%
2	65625	5.4%
-3	64971	5.3%
-4	52547	4.3%
3	50487	4.1%
-5	42589	3.5%
4	39853	3.3%
Other values (89)	498171	40.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-49	1	< 0.1%
-48	6	< 0.1%
-47	4	< 0.1%
-46	12	< 0.1%
-45	15	< 0.1%
-44	20	< 0.1%
-43	23	< 0.1%
-42	35	< 0.1%
-41	36	< 0.1%
-40	64	< 0.1%

Value	Count	Frequency (%)
49	3732	0.3%
48	3093	0.3%
47	2922	0.2%
46	2894	0.2%
45	2782	0.2%
44	2912	0.2%
43	2943	0.2%
42	2980	0.2%
41	2963	0.2%
40	2930	0.2%

country
Text

MISSING

Distinct	72
Distinct (%)	< 0.1%
Missing	16607
Missing (%)	1.4%
Memory size	68.4 MiB

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2413192
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ZA
2nd row	ZA
3rd row	ZA
4th row	ZA
5th row	ZA

Value	Count	Frequency (%)
do	16875	1.4%
it	16874	1.4%
ni	16870	1.4%
pl	16864	1.4%
ua	16864	1.4%
hu	16863	1.4%
hn	16862	1.4%
sv	16862	1.4%
cz	16861	1.4%
th	16861	1.4%
Other values (62)	1037940	86.0%

Most occurring characters

Value	Count	Frequency (%)
E	200514	8.3%
A	167151	6.9%
R	134644	5.6%
P	134555	5.6%
T	134511	5.6%
I	134184	5.6%
N	133947	5.6%
S	133823	5.5%
G	117343	4.9%
C	117033	4.8%
Other values (15)	1005487	41.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2413192	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	200514	8.3%
A	167151	6.9%
R	134644	5.6%
P	134555	5.6%
T	134511	5.6%
I	134184	5.6%
N	133947	5.6%
S	133823	5.5%
G	117343	4.9%
C	117033	4.8%
Other values (15)	1005487	41.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2413192	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	200514	8.3%
A	167151	6.9%
R	134644	5.6%
P	134555	5.6%
T	134511	5.6%
I	134184	5.6%
N	133947	5.6%
S	133823	5.5%
G	117343	4.9%
C	117033	4.8%
Other values (15)	1005487	41.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2413192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	200514	8.3%
A	167151	6.9%
R	134644	5.6%
P	134555	5.6%
T	134511	5.6%
I	134184	5.6%
N	133947	5.6%
S	133823	5.5%
G	117343	4.9%
C	117033	4.8%
Other values (15)	1005487	41.7%

snapshot_date
Date

Distinct	337
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.3 MiB

Minimum	2023-10-18 00:00:00
Maximum	2024-09-20 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

popularity
Real number (ℝ)

Distinct	101
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.690167

Minimum	0
Maximum	100
Zeros	7161
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0
5-th percentile	50
Q1	66
median	80
Q3	89
95-th percentile	96
Maximum	100
Range	100
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	15.92912
Coefficient of variation (CV)	0.20770746
Kurtosis	2.6235648
Mean	76.690167
Median Absolute Deviation (MAD)	10
Skewness	-1.2079235
Sum	93807642
Variance	253.73687
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87	44614	3.6%
88	41816	3.4%
89	39833	3.3%
91	39755	3.3%
86	39527	3.2%
90	39067	3.2%
85	36902	3.0%
84	35894	2.9%
83	35329	2.9%
92	32622	2.7%
Other values (91)	837844	68.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7161	0.6%
1	150	< 0.1%
2	65	< 0.1%
3	248	< 0.1%
4	64	< 0.1%
5	94	< 0.1%
6	92	< 0.1%
7	113	< 0.1%
8	103	< 0.1%
9	87	< 0.1%

Value	Count	Frequency (%)
100	10579	0.9%
99	13836	1.1%
98	15765	1.3%
97	16278	1.3%
96	21600	1.8%
95	24085	2.0%
94	31215	2.6%
93	32188	2.6%
92	32622	2.7%
91	39755	3.3%

is_explicit
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

False	812579
True	410624

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	812579	66.4%
True	410624	33.6%

duration_ms
Real number (ℝ)

Distinct	12106
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	192372.56

Minimum	0
Maximum	939666
Zeros	27
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0
5-th percentile	128841
Q1	160500
median	184841
Q3	216386
95-th percentile	274192
Maximum	939666
Range	939666
Interquartile range (IQR)	55886

Descriptive statistics

Standard deviation	50031.788
Coefficient of variation (CV)	0.26007758
Kurtosis	13.006145
Mean	192372.56
Median Absolute Deviation (MAD)	27400
Skewness	2.0159689
Sum	2.3531069 × 10¹¹
Variance	2.5031798 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
180304	8475	0.7%
131872	8461	0.7%
210688	7622	0.6%
175459	7510	0.6%
222000	7300	0.6%
178426	6452	0.5%
210373	6116	0.5%
142514	6054	0.5%
251424	5789	0.5%
172797	5654	0.5%
Other values (12096)	1153770	94.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	< 0.1%
16320	1	< 0.1%
32187	1	< 0.1%
33986	2	< 0.1%
34285	1	< 0.1%
34302	1	< 0.1%
36026	3	< 0.1%
36173	4	< 0.1%
36826	1	< 0.1%
37314	4	< 0.1%

Value	Count	Frequency (%)
939666	2	< 0.1%
933407	1	< 0.1%
931597	95	< 0.1%
821631	1	< 0.1%
810000	1	< 0.1%
808677	7	< 0.1%
759080	1	< 0.1%
757611	1	< 0.1%
744959	15	< 0.1%
743333	5	< 0.1%

album_name
Text

Distinct	10296
Distinct (%)	0.8%
Missing	626
Missing (%)	0.1%
Memory size	97.3 MiB

Length

Max length	286
Median length	86
Mean length	15.471119
Min length	1

Characters and Unicode

Total characters	18914634
Distinct characters	1108
Distinct categories	18 ?
Distinct scripts	11 ?
Distinct blocks	17 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1722 ?
Unique (%)	0.1%

Sample

1st row	Die With A Smile
2nd row	HIT ME HARD AND SOFT
3rd row	Short n' Sweet
4th row	MUSE
5th row	Espresso

Value	Count	Frequency (%)
the	86119	2.5%
	54273	1.6%
a	37251	1.1%
la	34718	1.0%
mañana	34359	1.0%
me	33541	1.0%
el	29296	0.9%
feat	26058	0.8%
que	25784	0.8%
and	25518	0.7%
Other values (13585)	3044169	88.7%

Most occurring characters

Value	Count	Frequency (%)
	2208509	11.7%
e	1193659	6.3%
a	1156534	6.1%
i	784246	4.1%
o	720537	3.8%
n	682168	3.6%
r	656999	3.5%
t	540508	2.9%
s	536856	2.8%
l	487250	2.6%
Other values (1098)	9947368	52.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	9742111	51.5%
Uppercase Letter	5571064	29.5%
Space Separator	2208509	11.7%
Other Letter	517914	2.7%
Other Punctuation	286851	1.5%
Decimal Number	217536	1.2%
Close Punctuation	156363	0.8%
Open Punctuation	156123	0.8%
Dash Punctuation	23201	0.1%
Nonspacing Mark	17286	0.1%
Other values (8)	17676	0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ا	34041	6.6%
ي	28709	5.5%
ل	19129	3.7%
ن	15609	3.0%
م	15247	2.9%
י	13292	2.6%
ו	12694	2.5%
و	12484	2.4%
ب	11628	2.2%
ت	10402	2.0%
Other values (704)	344679	66.6%

Lowercase Letter

Value	Count	Frequency (%)
e	1193659	12.3%
a	1156534	11.9%
i	784246	8.1%
o	720537	7.4%
n	682168	7.0%
r	656999	6.7%
t	540508	5.5%
s	536856	5.5%
l	487250	5.0%
u	330847	3.4%
Other values (170)	2652507	27.2%

Uppercase Letter

Value	Count	Frequency (%)
A	470815	8.5%
E	465119	8.3%
S	429647	7.7%
T	427993	7.7%
O	381079	6.8%
I	320877	5.8%
L	286906	5.1%
M	274160	4.9%
R	273890	4.9%
N	256066	4.6%
Other values (112)	1984512	35.6%

Other Punctuation

Value	Count	Frequency (%)
.	84083	29.3%
'	57916	20.2%
,	33802	11.8%
:	26080	9.1%
&	26059	9.1%
"	25256	8.8%
?	13517	4.7%
/	6167	2.1%
!	5894	2.1%
#	4400	1.5%
Other values (13)	3677	1.3%

Nonspacing Mark

Value	Count	Frequency (%)
่	3848	22.3%
ั	3325	19.2%
้	2943	17.0%
ี	2748	15.9%
ิ	1440	8.3%
ู	700	4.0%
์	546	3.2%
ึ	353	2.0%
ื	342	2.0%
ุ	263	1.5%
Other values (5)	778	4.5%

Decimal Number

Value	Count	Frequency (%)
1	56654	26.0%
2	40629	18.7%
0	40173	18.5%
3	18173	8.4%
4	17145	7.9%
9	15177	7.0%
8	11297	5.2%
5	7808	3.6%
7	7053	3.2%
6	3192	1.5%
Other values (3)	235	0.1%

Other Symbol

Value	Count	Frequency (%)
⚽	56	17.8%
🇪	50	15.9%
🇩	50	15.9%
®	42	13.4%
♡	40	12.7%
🍸	19	6.1%
💀	17	5.4%
💔	16	5.1%
🦚	16	5.1%
🐕	8	2.5%

Math Symbol

Value	Count	Frequency (%)
\|	4911	70.9%
+	975	14.1%
<	495	7.1%
⎜	332	4.8%
>	118	1.7%
÷	44	0.6%
=	37	0.5%
×	12	0.2%
≠	1	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	149347	95.7%
[	6294	4.0%
《	388	0.2%
（	78	< 0.1%
„	16	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	149603	95.7%
]	6294	4.0%
》	388	0.2%
）	78	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	22954	98.9%
–	247	1.1%

Currency Symbol

Value	Count	Frequency (%)
$	3260	99.8%
€	8	0.2%

Final Punctuation

Value	Count	Frequency (%)
’	2916	90.4%
”	310	9.6%

Modifier Letter

Value	Count	Frequency (%)
ー	2674	99.1%
々	23	0.9%

Initial Punctuation

Value	Count	Frequency (%)
“	328	71.8%
‘	129	28.2%

Space Separator

Value	Count	Frequency (%)
	2208509	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	773	100.0%

Modifier Symbol

Value	Count	Frequency (%)
´	16	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	14994996	79.3%
Common	3066001	16.2%
Cyrillic	317961	1.7%
Arabic	232693	1.2%
Hebrew	106932	0.6%
Thai	87822	0.5%
Han	82502	0.4%
Katakana	16425	0.1%
Hiragana	8455	< 0.1%
Inherited	601	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
你	2368	2.9%
我	1651	2.0%
的	1270	1.5%
字	1178	1.4%
句	1164	1.4%
是	1139	1.4%
在	1105	1.3%
愛	1080	1.3%
不	981	1.2%
会	960	1.2%
Other values (518)	69606	84.4%

Latin

Value	Count	Frequency (%)
e	1193659	8.0%
a	1156534	7.7%
i	784246	5.2%
o	720537	4.8%
n	682168	4.5%
r	656999	4.4%
t	540508	3.6%
s	536856	3.6%
l	487250	3.2%
A	470815	3.1%
Other values (206)	7765424	51.8%

Common

Value	Count	Frequency (%)
	2208509	72.0%
)	149603	4.9%
(	149347	4.9%
.	84083	2.7%
'	57916	1.9%
1	56654	1.8%
2	40629	1.3%
0	40173	1.3%
,	33802	1.1%
:	26080	0.9%
Other values (63)	219205	7.1%

Cyrillic

Value	Count	Frequency (%)
а	27621	8.7%
о	25031	7.9%
е	24596	7.7%
и	21552	6.8%
т	17972	5.7%
н	16165	5.1%
р	12604	4.0%
л	12530	3.9%
м	11938	3.8%
к	10447	3.3%
Other values (62)	137505	43.2%

Thai

Value	Count	Frequency (%)
า	6183	7.0%
น	5028	5.7%
ล	4693	5.3%
อ	4283	4.9%
เ	3938	4.5%
่	3848	4.4%
ง	3774	4.3%
ก	3408	3.9%
ร	3366	3.8%
ั	3325	3.8%
Other values (44)	45976	52.4%

Katakana

Value	Count	Frequency (%)
ス	1480	9.0%
ン	1254	7.6%
ラ	1044	6.4%
ア	851	5.2%
タ	829	5.0%
ジ	681	4.1%
ク	650	4.0%
ル	632	3.8%
コ	608	3.7%
ッ	604	3.7%
Other values (37)	7792	47.4%

Arabic

Value	Count	Frequency (%)
ا	34041	14.6%
ي	28709	12.3%
ل	19129	8.2%
ن	15609	6.7%
م	15247	6.6%
و	12484	5.4%
ب	11628	5.0%
ت	10402	4.5%
ر	8938	3.8%
ع	8401	3.6%
Other values (29)	68105	29.3%

Hiragana

Value	Count	Frequency (%)
い	997	11.8%
に	670	7.9%
な	640	7.6%
は	532	6.3%
ら	472	5.6%
つ	472	5.6%
み	440	5.2%
て	370	4.4%
け	337	4.0%
ひ	337	4.0%
Other values (23)	3188	37.7%

Hebrew

Value	Count	Frequency (%)
י	13292	12.4%
ו	12694	11.9%
ל	8145	7.6%
א	7072	6.6%
ר	6859	6.4%
ה	6174	5.8%
ת	5186	4.8%
ש	5064	4.7%
מ	4964	4.6%
ם	4558	4.3%
Other values (17)	32924	30.8%

Greek

Value	Count	Frequency (%)
Λ	51	20.7%
α	50	20.3%
ρ	25	10.2%
ί	20	8.1%
τ	15	6.1%
γ	10	4.1%
μ	10	4.1%
σ	10	4.1%
Τ	10	4.1%
ν	10	4.1%
Other values (5)	35	14.2%

Inherited

Value	Count	Frequency (%)
ً	248	41.3%
ّ	146	24.3%
ِ	146	24.3%
️	61	10.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17808790	94.2%
Cyrillic	317961	1.7%
Arabic	233486	1.2%
None	227912	1.2%
Hebrew	106932	0.6%
Thai	87822	0.5%
CJK	82479	0.4%
Katakana	19099	0.1%
Latin Ext Additional	17036	0.1%
Hiragana	8455	< 0.1%
Other values (7)	4662	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2208509	12.4%
e	1193659	6.7%
a	1156534	6.5%
i	784246	4.4%
o	720537	4.0%
n	682168	3.8%
r	656999	3.7%
t	540508	3.0%
s	536856	3.0%
l	487250	2.7%
Other values (79)	8841524	49.6%

Arabic

Value	Count	Frequency (%)
ا	34041	14.6%
ي	28709	12.3%
ل	19129	8.2%
ن	15609	6.7%
م	15247	6.5%
و	12484	5.3%
ب	11628	5.0%
ت	10402	4.5%
ر	8938	3.8%
ع	8401	3.6%
Other values (34)	68898	29.5%

Cyrillic

Value	Count	Frequency (%)
а	27621	8.7%
о	25031	7.9%
е	24596	7.7%
и	21552	6.8%
т	17972	5.7%
н	16165	5.1%
р	12604	4.0%
л	12530	3.9%
м	11938	3.8%
к	10447	3.3%
Other values (62)	137505	43.2%

None

Value	Count	Frequency (%)
Á	26696	11.7%
Ñ	25081	11.0%
ñ	17511	7.7%
á	14686	6.4%
í	12119	5.3%
ó	11267	4.9%
é	9616	4.2%
É	8849	3.9%
ä	7948	3.5%
ö	6933	3.0%
Other values (146)	87206	38.3%

Hebrew

Value	Count	Frequency (%)
י	13292	12.4%
ו	12694	11.9%
ל	8145	7.6%
א	7072	6.6%
ר	6859	6.4%
ה	6174	5.8%
ת	5186	4.8%
ש	5064	4.7%
מ	4964	4.6%
ם	4558	4.3%
Other values (17)	32924	30.8%

Thai

Value	Count	Frequency (%)
า	6183	7.0%
น	5028	5.7%
ล	4693	5.3%
อ	4283	4.9%
เ	3938	4.5%
่	3848	4.4%
ง	3774	4.3%
ก	3408	3.9%
ร	3366	3.8%
ั	3325	3.8%
Other values (44)	45976	52.4%

Punctuation

Value	Count	Frequency (%)
’	2916	71.8%
“	328	8.1%
”	310	7.6%
–	247	6.1%
‘	129	3.2%
…	113	2.8%
„	16	0.4%
‼	5	0.1%

Katakana

Value	Count	Frequency (%)
ー	2674	14.0%
ス	1480	7.7%
ン	1254	6.6%
ラ	1044	5.5%
ア	851	4.5%
タ	829	4.3%
ジ	681	3.6%
ク	650	3.4%
ル	632	3.3%
コ	608	3.2%
Other values (38)	8396	44.0%

CJK

Value	Count	Frequency (%)
你	2368	2.9%
我	1651	2.0%
的	1270	1.5%
字	1178	1.4%
句	1164	1.4%
是	1139	1.4%
在	1105	1.3%
愛	1080	1.3%
不	981	1.2%
会	960	1.2%
Other values (517)	69583	84.4%

Latin Ext Additional

Value	Count	Frequency (%)
ắ	1493	8.8%
ừ	1316	7.7%
ầ	1287	7.6%
ờ	1126	6.6%
ạ	1103	6.5%
ả	958	5.6%
ệ	883	5.2%
ủ	831	4.9%
ế	766	4.5%
ậ	729	4.3%
Other values (32)	6544	38.4%

Hiragana

Value	Count	Frequency (%)
い	997	11.8%
に	670	7.9%
な	640	7.6%
は	532	6.3%
ら	472	5.6%
つ	472	5.6%
み	440	5.2%
て	370	4.4%
け	337	4.0%
ひ	337	4.0%
Other values (23)	3188	37.7%

Misc Technical

Value	Count	Frequency (%)
⎜	332	100.0%

VS

Value	Count	Frequency (%)
️	61	100.0%

Misc Symbols

Value	Count	Frequency (%)
⚽	56	58.3%
♡	40	41.7%

Enclosed Alphanum Sup

Value	Count	Frequency (%)
🇪	50	50.0%
🇩	50	50.0%

Currency Symbols

Value	Count	Frequency (%)
€	8	100.0%

Math Operators

Value	Count	Frequency (%)
≠	1	100.0%

album_release_date
Date

Distinct	2184
Distinct (%)	0.2%
Missing	464
Missing (%)	< 0.1%
Memory size	9.3 MiB

Minimum	1900-01-01 00:00:00
Maximum	2024-09-18 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

danceability
Real number (ℝ)

Distinct	767
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.68601983

Minimum	0
Maximum	0.988
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.445
Q1	0.596
median	0.704
Q3	0.788
95-th percentile	0.89
Maximum	0.988
Range	0.988
Interquartile range (IQR)	0.192

Descriptive statistics

Standard deviation	0.13708993
Coefficient of variation (CV)	0.19983378
Kurtosis	-0.13163523
Mean	0.68601983
Median Absolute Deviation (MAD)	0.092
Skewness	-0.50937749
Sum	839141.51
Variance	0.01879365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.841	11260	0.9%
0.701	9799	0.8%
0.561	9604	0.8%
0.741	9573	0.8%
0.75	9402	0.8%
0.774	9176	0.8%
0.747	8910	0.7%
0.472	8783	0.7%
0.552	8705	0.7%
0.638	8383	0.7%
Other values (757)	1129608	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0657	1	< 0.1%
0.0668	3	< 0.1%
0.0811	1	< 0.1%
0.0997	10	< 0.1%
0.124	11	< 0.1%
0.131	1	< 0.1%
0.147	6	< 0.1%
0.154	1	< 0.1%
0.158	2	< 0.1%

Value	Count	Frequency (%)
0.988	65	< 0.1%
0.982	1	< 0.1%
0.98	72	< 0.1%
0.979	2	< 0.1%
0.978	41	< 0.1%
0.977	16	< 0.1%
0.976	8	< 0.1%
0.975	10	< 0.1%
0.974	131	< 0.1%
0.971	101	< 0.1%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	936
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65270202

Minimum	2.01 × 10^-5
Maximum	0.998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	2.01 × 10^-5
5-th percentile	0.371
Q1	0.552
median	0.672
Q3	0.764
95-th percentile	0.893
Maximum	0.998
Range	0.9979799
Interquartile range (IQR)	0.212

Descriptive statistics

Standard deviation	0.16226598
Coefficient of variation (CV)	0.24860653
Kurtosis	0.32885053
Mean	0.65270202
Median Absolute Deviation (MAD)	0.107
Skewness	-0.56027481
Sum	798387.07
Variance	0.026330249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.738	11771	1.0%
0.733	11721	1.0%
0.668	9953	0.8%
0.471	9267	0.8%
0.831	8323	0.7%
0.702	8305	0.7%
0.604	8240	0.7%
0.76	7966	0.7%
0.679	7808	0.6%
0.62	7068	0.6%
Other values (926)	1132781	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.01 × 10^-5	117	< 0.1%
0.00189	1	< 0.1%
0.00588	10	< 0.1%
0.00738	10	< 0.1%
0.0085	4	< 0.1%
0.0122	12	< 0.1%
0.0124	2	< 0.1%
0.0173	12	< 0.1%
0.0228	1	< 0.1%
0.0242	268	< 0.1%

Value	Count	Frequency (%)
0.998	2	< 0.1%
0.997	2	< 0.1%
0.995	16	< 0.1%
0.993	2	< 0.1%
0.992	133	< 0.1%
0.991	115	< 0.1%
0.99	23	< 0.1%
0.989	175	< 0.1%
0.988	7	< 0.1%
0.987	172	< 0.1%

key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5250347

Minimum	0
Maximum	11
Zeros	105243
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.5734501
Coefficient of variation (CV)	0.64677425
Kurtosis	-1.2886337
Mean	5.5250347
Median Absolute Deviation (MAD)	3
Skewness	-0.055281838
Sum	6758239
Variance	12.769546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	146416	12.0%
9	122288	10.0%
11	119035	9.7%
5	113044	9.2%
2	112313	9.2%
7	112258	9.2%
0	105243	8.6%
6	104583	8.5%
8	94591	7.7%
10	84211	6.9%
Other values (2)	109221	8.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	105243	8.6%
1	146416	12.0%
2	112313	9.2%
3	37026	3.0%
4	72195	5.9%
5	113044	9.2%
6	104583	8.5%
7	112258	9.2%
8	94591	7.7%
9	122288	10.0%

Value	Count	Frequency (%)
11	119035	9.7%
10	84211	6.9%
9	122288	10.0%
8	94591	7.7%
7	112258	9.2%
6	104583	8.5%
5	113044	9.2%
4	72195	5.9%
3	37026	3.0%
2	112313	9.2%

loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	7693
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-6.4260652

Minimum	-37.334
Maximum	3.233
Zeros	0
Zeros (%)	0.0%
Negative	1221707
Negative (%)	99.9%
Memory size	9.3 MiB

Quantile statistics

Minimum	-37.334
5-th percentile	-11.214
Q1	-7.777
median	-5.966
Q3	-4.706
95-th percentile	-3.049
Maximum	3.233
Range	40.567
Interquartile range (IQR)	3.071

Descriptive statistics

Standard deviation	2.5804953
Coefficient of variation (CV)	-0.40156693
Kurtosis	3.6621174
Mean	-6.4260652
Median Absolute Deviation (MAD)	1.507
Skewness	-1.1673856
Sum	-7860382.3
Variance	6.6589559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.692	8975	0.7%
-4.409	7622	0.6%
-3.18	7584	0.6%
-5.478	7019	0.6%
-5.707	6459	0.5%
-4.263	6156	0.5%
-10.171	6120	0.5%
-5.505	6111	0.5%
-8.472	5965	0.5%
-2.888	5917	0.5%
Other values (7683)	1155275	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-37.334	10	< 0.1%
-34.915	10	< 0.1%
-33.655	12	< 0.1%
-32.861	4	< 0.1%
-32.705	4	< 0.1%
-32.135	3	< 0.1%
-31.485	3	< 0.1%
-31.356	7	< 0.1%
-31.338	3	< 0.1%
-31.328	12	< 0.1%

Value	Count	Frequency (%)
3.233	179	< 0.1%
2.619	1	< 0.1%
2.605	10	< 0.1%
2.006	16	< 0.1%
1.808	69	< 0.1%
1.507	1	< 0.1%
1.155	169	< 0.1%
1.047	113	< 0.1%
0.856	127	< 0.1%
0.826	7	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.7 MiB

1	659402
0	563801

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1223203
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	659402	53.9%
0	563801	46.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	659402	53.9%
0	563801	46.1%

Most occurring characters

Value	Count	Frequency (%)
1	659402	53.9%
0	563801	46.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1223203	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	659402	53.9%
0	563801	46.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1223203	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	659402	53.9%
0	563801	46.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1223203	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	659402	53.9%
0	563801	46.1%

speechiness
Real number (ℝ)

Distinct	1246
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.094986404

Minimum	0
Maximum	0.937
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.029
Q1	0.0398
median	0.0584
Q3	0.111
95-th percentile	0.301
Maximum	0.937
Range	0.937
Interquartile range (IQR)	0.0712

Descriptive statistics

Standard deviation	0.089796774
Coefficient of variation (CV)	0.94536449
Kurtosis	5.6867191
Mean	0.094986404
Median Absolute Deviation (MAD)	0.0233
Skewness	2.2267765
Sum	116187.65
Variance	0.0080634606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0285	12214	1.0%
0.0319	9784	0.8%
0.0603	8849	0.7%
0.0447	8709	0.7%
0.0337	8607	0.7%
0.0643	7676	0.6%
0.0358	7635	0.6%
0.157	7338	0.6%
0.0321	7120	0.6%
0.0381	6869	0.6%
Other values (1236)	1138402	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0219	1	< 0.1%
0.0229	2	< 0.1%
0.023	41	< 0.1%
0.0232	213	< 0.1%
0.0236	3	< 0.1%
0.0237	332	< 0.1%
0.024	1	< 0.1%
0.0242	204	< 0.1%
0.0243	196	< 0.1%

Value	Count	Frequency (%)
0.937	1	< 0.1%
0.921	8	< 0.1%
0.912	1	< 0.1%
0.896	1	< 0.1%
0.884	2	< 0.1%
0.811	14	< 0.1%
0.791	1	< 0.1%
0.784	1	< 0.1%
0.775	4	< 0.1%
0.766	1	< 0.1%

acousticness
Real number (ℝ)

Distinct	2459
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27057465

Minimum	3.45 × 10^-6
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	3.45 × 10^-6
5-th percentile	0.00529
Q1	0.067
median	0.183
Q3	0.434
95-th percentile	0.794
Maximum	0.996
Range	0.99599655
Interquartile range (IQR)	0.367

Descriptive statistics

Standard deviation	0.24913747
Coefficient of variation (CV)	0.92077167
Kurtosis	-0.065310215
Mean	0.27057465
Median Absolute Deviation (MAD)	0.145
Skewness	0.97014535
Sum	330967.73
Variance	0.062069481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.183	11388	0.9%
0.117	10644	0.9%
0.151	10013	0.8%
0.107	9000	0.7%
0.446	8681	0.7%
0.256	8303	0.7%
0.199	8136	0.7%
0.2	8093	0.7%
0.255	7600	0.6%
0.131	6513	0.5%
Other values (2449)	1134832	92.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.45 × 10^-6	1	< 0.1%
7.53 × 10^-6	202	< 0.1%
9.27 × 10^-6	9	< 0.1%
1.26 × 10^-5	3	< 0.1%
1.37 × 10^-5	6	< 0.1%
1.45 × 10^-5	2	< 0.1%
1.53 × 10^-5	2	< 0.1%
1.83 × 10^-5	4	< 0.1%
2.04 × 10^-5	1	< 0.1%
2.31 × 10^-5	19	< 0.1%

Value	Count	Frequency (%)
0.996	6	< 0.1%
0.995	2	< 0.1%
0.994	19	< 0.1%
0.993	4	< 0.1%
0.992	1	< 0.1%
0.991	4	< 0.1%
0.99	4	< 0.1%
0.989	4	< 0.1%
0.988	7	< 0.1%
0.987	7	< 0.1%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	3419
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.017951602

Minimum	0
Maximum	0.974
Zeros	589443
Zeros (%)	48.2%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.34 × 10^-6
Q3	7.76 × 10^-5
95-th percentile	0.0612
Maximum	0.974
Range	0.974
Interquartile range (IQR)	7.76 × 10^-5

Descriptive statistics

Standard deviation	0.094064144
Coefficient of variation (CV)	5.2398747
Kurtosis	55.408364
Mean	0.017951602
Median Absolute Deviation (MAD)	1.34 × 10^-6
Skewness	7.1461371
Sum	21958.453
Variance	0.0088480632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	589443	48.2%
1.9 × 10^-5	7763	0.6%
6.54 × 10^-5	7589	0.6%
0.0106	6805	0.6%
2.06 × 10^-5	6697	0.5%
0.0608	6117	0.5%
2.41 × 10^-5	5912	0.5%
0.000809	5790	0.5%
2.16 × 10^-5	5763	0.5%
1.11 × 10^-6	5176	0.4%
Other values (3409)	576148	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	589443	48.2%
1 × 10^-6	406	< 0.1%
1.01 × 10^-6	294	< 0.1%
1.02 × 10^-6	771	0.1%
1.03 × 10^-6	99	< 0.1%
1.04 × 10^-6	160	< 0.1%
1.05 × 10^-6	1888	0.2%
1.06 × 10^-6	1102	0.1%
1.07 × 10^-6	133	< 0.1%
1.08 × 10^-6	187	< 0.1%

Value	Count	Frequency (%)
0.974	1	< 0.1%
0.971	5	< 0.1%
0.97	14	< 0.1%
0.968	63	< 0.1%
0.967	4	< 0.1%
0.965	1	< 0.1%
0.963	14	< 0.1%
0.961	12	< 0.1%
0.959	113	< 0.1%
0.955	1	< 0.1%

liveness
Real number (ℝ)

Distinct	1360
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1701289

Minimum	0.0139
Maximum	0.978
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0.0139
5-th percentile	0.0642
Q1	0.0957
median	0.119
Q3	0.205
95-th percentile	0.403
Maximum	0.978
Range	0.9641
Interquartile range (IQR)	0.1093

Descriptive statistics

Standard deviation	0.12403824
Coefficient of variation (CV)	0.72908389
Kurtosis	6.6738219
Mean	0.1701289
Median Absolute Deviation (MAD)	0.0355
Skewness	2.2725725
Sum	208102.18
Variance	0.015385484
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.104	22204	1.8%
0.114	19208	1.6%
0.108	18789	1.5%
0.119	18427	1.5%
0.105	17846	1.5%
0.11	17104	1.4%
0.112	16293	1.3%
0.117	14009	1.1%
0.109	13981	1.1%
0.113	13791	1.1%
Other values (1350)	1051551	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0139	49	< 0.1%
0.0145	71	< 0.1%
0.0154	184	< 0.1%
0.0172	15	< 0.1%
0.0187	246	< 0.1%
0.0194	1	< 0.1%
0.0195	2	< 0.1%
0.0196	100	< 0.1%
0.0197	20	< 0.1%
0.0211	7	< 0.1%

Value	Count	Frequency (%)
0.978	17	< 0.1%
0.973	2	< 0.1%
0.968	4	< 0.1%
0.967	1	< 0.1%
0.965	1	< 0.1%
0.964	100	< 0.1%
0.963	236	< 0.1%
0.958	277	< 0.1%
0.955	28	< 0.1%
0.953	91	< 0.1%

valence
Real number (ℝ)

Distinct	1098
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54986002

Minimum	0
Maximum	0.992
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0.178
Q1	0.37
median	0.551
Q3	0.734
95-th percentile	0.912
Maximum	0.992
Range	0.992
Interquartile range (IQR)	0.364

Descriptive statistics

Standard deviation	0.22796901
Coefficient of variation (CV)	0.41459463
Kurtosis	-0.93218638
Mean	0.54986002
Median Absolute Deviation (MAD)	0.181
Skewness	-0.059252305
Sum	672590.43
Variance	0.051969871
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.844	10589	0.9%
0.69	9263	0.8%
0.219	9113	0.7%
0.934	8255	0.7%
0.242	8035	0.7%
0.564	7645	0.6%
0.563	7335	0.6%
0.446	7177	0.6%
0.438	7163	0.6%
0.747	7153	0.6%
Other values (1088)	1141475	93.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1 × 10^-5	1	< 0.1%
0.0271	1	< 0.1%
0.0281	1	< 0.1%
0.0299	1	< 0.1%
0.0322	3	< 0.1%
0.0334	5	< 0.1%
0.0344	7	< 0.1%
0.0347	35	< 0.1%
0.0348	229	< 0.1%

Value	Count	Frequency (%)
0.992	1	< 0.1%
0.989	5	< 0.1%
0.985	6	< 0.1%
0.983	4	< 0.1%
0.981	10	< 0.1%
0.979	3	< 0.1%
0.978	371	< 0.1%
0.977	17	< 0.1%
0.976	90	< 0.1%
0.975	238	< 0.1%

tempo
Real number (ℝ)

HIGH CORRELATION

Distinct	11218
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.30626

Minimum	0
Maximum	235.907
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	9.3 MiB

Quantile statistics

Minimum	0
5-th percentile	81.882
Q1	100.007
median	119.967
Q3	140.098
95-th percentile	173.85
Maximum	235.907
Range	235.907
Interquartile range (IQR)	40.091

Descriptive statistics

Standard deviation	28.073789
Coefficient of variation (CV)	0.22953681
Kurtosis	-0.32577056
Mean	122.30626
Median Absolute Deviation (MAD)	19.988
Skewness	0.47160197
Sum	1.4960538 × 10⁸
Variance	788.13765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105.029	8635	0.7%
124.987	7892	0.6%
159.92	7677	0.6%
111.018	7580	0.6%
103.969	6926	0.6%
169.994	6452	0.5%
99.986	6264	0.5%
104.978	6116	0.5%
151.647	6054	0.5%
117.038	5789	0.5%
Other values (11208)	1153818	94.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
36.648	1	< 0.1%
46.718	18	< 0.1%
47.914	1	< 0.1%
48.718	19	< 0.1%
53.376	1679	0.1%
53.443	5	< 0.1%
55.067	1	< 0.1%
56.829	8	< 0.1%
57.18	17	< 0.1%

Value	Count	Frequency (%)
235.907	42	< 0.1%
227.895	2	< 0.1%
219.327	7	< 0.1%
217.969	35	< 0.1%
214.047	216	< 0.1%
214.034	55	< 0.1%
213.503	16	< 0.1%
211.718	8	< 0.1%
210.224	22	< 0.1%
209.942	27	< 0.1%

time_signature
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	67.7 MiB

4	1103671
3	94735
5	13402
1	11394
0	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1223203
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	3
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	1103671	90.2%
3	94735	7.7%
5	13402	1.1%
1	11394	0.9%
0	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	1103671	90.2%
3	94735	7.7%
5	13402	1.1%
1	11394	0.9%
0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
4	1103671	90.2%
3	94735	7.7%
5	13402	1.1%
1	11394	0.9%
0	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1223203	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	1103671	90.2%
3	94735	7.7%
5	13402	1.1%
1	11394	0.9%
0	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	1223203	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	1103671	90.2%
3	94735	7.7%
5	13402	1.1%
1	11394	0.9%
0	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1223203	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	1103671	90.2%
3	94735	7.7%
5	13402	1.1%
1	11394	0.9%
0	1	< 0.1%

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Heatmap
Table

	acousticness	daily_movement	daily_rank	danceability	duration_ms	energy	instrumentalness	is_explicit	key	liveness	loudness	mode	popularity	speechiness	tempo	time_signature	valence	weekly_movement
acousticness	1.000	0.005	0.022	-0.162	0.046	-0.429	-0.042	0.192	-0.004	0.005	-0.355	0.121	-0.118	-0.069	-0.098	0.144	-0.097	0.011
daily_movement	0.005	1.000	-0.076	-0.015	-0.002	-0.003	0.002	0.031	-0.002	0.000	-0.005	0.016	-0.040	-0.019	-0.002	0.008	0.005	0.277
daily_rank	0.022	-0.076	1.000	-0.073	0.055	-0.035	0.007	0.032	-0.029	0.020	-0.045	0.012	-0.133	0.002	0.021	0.026	-0.059	-0.176
danceability	-0.162	-0.015	-0.073	1.000	-0.213	0.176	0.084	0.293	-0.003	-0.162	0.186	0.200	-0.027	0.331	-0.161	0.243	0.385	-0.037
duration_ms	0.046	-0.002	0.055	-0.213	1.000	-0.123	0.003	0.060	-0.053	-0.034	-0.117	0.076	0.043	-0.170	-0.044	0.094	-0.231	0.004
energy	-0.429	-0.003	-0.035	0.176	-0.123	1.000	-0.076	0.185	0.030	0.109	0.692	0.142	0.003	0.131	0.102	0.121	0.340	-0.011
instrumentalness	-0.042	0.002	0.007	0.084	0.003	-0.076	1.000	0.065	0.003	-0.092	-0.216	0.057	0.056	-0.063	0.029	0.057	-0.073	-0.006
is_explicit	0.192	0.031	0.032	0.293	0.060	0.185	0.065	1.000	0.116	0.120	0.154	0.064	0.140	0.243	0.090	0.096	0.113	0.054
key	-0.004	-0.002	-0.029	-0.003	-0.053	0.030	0.003	0.116	1.000	-0.054	0.043	0.273	0.014	0.020	0.069	0.135	0.070	-0.004
liveness	0.005	0.000	0.020	-0.162	-0.034	0.109	-0.092	0.120	-0.054	1.000	0.044	0.076	-0.049	0.023	0.040	0.074	-0.075	0.004
loudness	-0.355	-0.005	-0.045	0.186	-0.117	0.692	-0.216	0.154	0.043	0.044	1.000	0.079	0.144	0.062	0.022	0.083	0.280	-0.016
mode	0.121	0.016	0.012	0.200	0.076	0.142	0.057	0.064	0.273	0.076	0.079	1.000	0.119	0.127	0.113	0.106	0.129	0.019
popularity	-0.118	-0.040	-0.133	-0.027	0.043	0.003	0.056	0.140	0.014	-0.049	0.144	0.119	1.000	-0.180	0.009	0.084	-0.019	-0.099
speechiness	-0.069	-0.019	0.002	0.331	-0.170	0.131	-0.063	0.243	0.020	0.023	0.062	0.127	-0.180	1.000	0.057	0.117	0.085	-0.027
tempo	-0.098	-0.002	0.021	-0.161	-0.044	0.102	0.029	0.090	0.069	0.040	0.022	0.113	0.009	0.057	1.000	0.510	0.029	-0.010
time_signature	0.144	0.008	0.026	0.243	0.094	0.121	0.057	0.096	0.135	0.074	0.083	0.106	0.084	0.117	0.510	1.000	0.123	0.020
valence	-0.097	0.005	-0.059	0.385	-0.231	0.340	-0.073	0.113	0.070	-0.075	0.280	0.129	-0.019	0.085	0.029	0.123	1.000	-0.007
weekly_movement	0.011	0.277	-0.176	-0.037	0.004	-0.011	-0.006	0.054	-0.004	0.004	-0.016	0.019	-0.099	-0.027	-0.010	0.020	-0.007	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	spotify_id	name	artists	daily_rank	daily_movement	weekly_movement	country	snapshot_date	popularity	is_explicit	duration_ms	album_name	album_release_date	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature
0	2plbrEY59IikOBgBGLjaoe	Die With A Smile	Lady Gaga, Bruno Mars	1	0	0	NaN	2024-09-20	99	False	251667	Die With A Smile	2024-08-16	0.521	0.592	6	-7.777	0	0.0304	0.30800	0.000000	0.1220	0.535	157.969	3
1	6dOtVTDdiauQNBQEDOtlAB	BIRDS OF A FEATHER	Billie Eilish	2	0	0	NaN	2024-09-20	100	False	210373	HIT ME HARD AND SOFT	2024-05-17	0.747	0.507	2	-10.171	1	0.0358	0.20000	0.060800	0.1170	0.438	104.978	4
2	5G2f63n7IPVPPjfNIGih7Q	Taste	Sabrina Carpenter	3	0	0	NaN	2024-09-20	96	False	157279	Short n' Sweet	2024-08-23	0.674	0.907	3	-4.086	1	0.0640	0.10100	0.000000	0.2970	0.721	112.964	4
3	7tI8dRuH2Yc6RuoTjxo4dU	Who	Jimin	4	0	1	NaN	2024-09-20	94	False	170887	MUSE	2024-07-19	0.660	0.756	0	-3.743	0	0.0320	0.00289	0.000000	0.1930	0.838	116.034	4
4	2qSkIjg1o9h3YT9RAgYN75	Espresso	Sabrina Carpenter	5	0	45	NaN	2024-09-20	97	True	175459	Espresso	2024-04-12	0.701	0.760	0	-5.478	1	0.0285	0.10700	0.000065	0.1850	0.690	103.969	4
5	0WbMK4wrZ1wFSty9F7FCgu	Good Luck, Babe!	Chappell Roan	6	0	1	NaN	2024-09-20	97	False	218423	Good Luck, Babe!	2024-04-05	0.700	0.582	11	-5.960	0	0.0356	0.05020	0.000000	0.0881	0.785	116.712	4
6	5N3hjp1WNayUPZrA8kJmJP	Please Please Please	Sabrina Carpenter	7	1	43	NaN	2024-09-20	96	True	186365	Please Please Please	2024-06-06	0.669	0.586	9	-6.073	1	0.0540	0.27400	0.000000	0.1040	0.579	107.071	4
7	6WatFBLVB0x077xWeoVc2k	Si Antes Te Hubiera Conocido	KAROL G	8	1	0	NaN	2024-09-20	96	False	195824	Si Antes Te Hubiera Conocido	2024-06-21	0.924	0.668	11	-6.795	1	0.0469	0.44600	0.000594	0.0678	0.787	128.027	4
8	2PnlsTsOTLE5jnBnNe2K0A	The Emptiness Machine	Linkin Park	9	-2	-3	NaN	2024-09-20	92	True	190427	The Emptiness Machine	2024-09-05	0.466	0.872	7	-3.344	1	0.0336	0.01560	0.000000	0.1210	0.806	184.115	4
9	3xkHsmpQCBMytMJNiDf3Ii	Beautiful Things	Benson Boone	10	1	0	NaN	2024-09-20	91	False	180304	Fireworks & Rollerblades	2024-04-05	0.472	0.471	10	-5.692	1	0.0603	0.15100	0.000000	0.1400	0.219	105.029	3

	spotify_id	name	artists	daily_rank	daily_movement	country	snapshot_date	popularity	is_explicit	duration_ms	album_name	album_release_date	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	time_signature
1223193	4MjDJD8cW7iVeWInc2Bdyj	MONACO	Bad Bunny	41	9	AE	2023-10-18	91	True	267194	nadie sabe lo que va a pasar mañana	2023-10-13	0.787	0.621	4	-5.009	0	0.0680	0.1500	0.000402	0.5800	0.130	139.056	4
1223194	3eP13S8D5m2cweMEg3ZDed	Virginia Beach	Drake	42	8	AE	2023-10-18	87	True	251094	For All The Dogs	2023-10-06	0.402	0.514	1	-7.322	0	0.0471	0.1060	0.000000	0.1810	0.200	120.009	4
1223195	7DSAEUvxU8FajXtRloy8M0	Flowers	Miley Cyrus	43	7	AE	2023-10-18	90	False	200600	Endless Summer Vacation	2023-08-18	0.706	0.691	0	-4.775	1	0.0633	0.0584	0.000070	0.0232	0.632	118.048	4
1223196	6g95dK7o7vVh8ZCnDAseU5	كلام عينيه	Sherine	44	6	AE	2023-10-18	73	False	235833	نساى	2018-10-24	0.573	0.759	1	-4.706	0	0.0428	0.0477	0.000001	0.1930	0.745	131.931	4
1223197	6I3mqTwhRpn34SLVafSH7G	Ghost	Justin Bieber	45	5	AE	2023-10-18	88	False	153190	Justice	2021-03-19	0.601	0.741	2	-5.569	1	0.0478	0.1850	0.000029	0.4150	0.441	153.960	4
1223198	0AYt6NMyyLd0rLuvr0UkMH	Slime You Out (feat. SZA)	Drake, SZA	46	4	AE	2023-10-18	84	True	310490	For All The Dogs	2023-10-06	0.483	0.408	5	-9.243	0	0.0502	0.5080	0.000000	0.2590	0.105	88.880	3
1223199	2Gk6fi0dqt91NKvlzGsmm7	SAY MY GRACE (feat. Travis Scott)	Offset, Travis Scott	47	3	AE	2023-10-18	80	True	173253	SET IT OFF	2023-10-13	0.773	0.635	10	-5.060	1	0.0452	0.0585	0.000000	0.1320	0.476	121.879	4
1223200	26b3oVLrRUaaybJulow9kz	People	Libianca	48	2	AE	2023-10-18	88	False	184791	People	2022-12-06	0.573	0.422	10	-7.621	0	0.0678	0.5510	0.000013	0.1020	0.693	124.357	5
1223201	5ydjxBSUIDn26MFzU3asP4	Rainy Days	V	49	1	AE	2023-10-18	88	False	179560	Layover	2023-08-11	0.633	0.454	9	-8.016	0	0.0875	0.7390	0.000000	0.1480	0.282	74.828	4
1223202	59NraMJsLaMCVtwXTSia8i	Prada	cassö, RAYE, D-Block Europe	50	0	AE	2023-10-18	94	True	132359	Prada	2023-08-11	0.638	0.717	8	-5.804	1	0.0375	0.0010	0.000002	0.1130	0.422	141.904	4

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Nonspacing Mark

Other Symbol

Decimal Number

Math Symbol

Open Punctuation

Close Punctuation

Dash Punctuation

Final Punctuation

Currency Symbol

Modifier Letter

Initial Punctuation

Space Separator

Connector Punctuation

Format

Modifier Symbol

Other Number

Enclosing Mark

Most occurring scripts

Most frequent character per script

Han

Latin

Common

Cyrillic

Katakana

Thai

Arabic

Hiragana

Hebrew

Greek

Hangul

Inherited

Tibetan

Malayalam

Bengali

Coptic

Batak

Balinese

Most occurring blocks

Most frequent character per block

ASCII

Arabic

Cyrillic

None

Hebrew

Thai

Punctuation

CJK

Katakana

Latin Ext Additional

Hiragana

VS

Misc Symbols

Hangul

Enclosed Alphanum Sup

Malayalam

Currency Symbols

Diacriticals

Dingbats